Ask ValiFit · AI search·13 intent classes · federally cited
Ask ValiFit
One box. Any real-estate question. The system classifies your intent across 13 categories, routes to the right data (parcels, listings, towns, agents, pipeline, methodology), and composes a direct answer with the underlying citations.
Agent override (URL)·Testing as agent #26.
vector fallbackconfidence 40% · 3614 tokens · 6455ms
It seems there is no specific information available regarding "FHA-required leads." If you have a more detailed question or need information on a related topic, please let me know!
Why: The query is vague and does not clearly fit into any specific intent category, leading to low confidence.
Semantic matches (10)
untitled
untitled
untitled
untitled
untitled
untitled
untitled
untitled
Data sources
Raw structured response
{
"query": "FHA-required leads",
"state_filter": null,
"corpus_size": 35626,
"result_count": 10,
"results": [
{
"census_place_id": "2605927580",
"municipality_name": "Fayette",
"state": "MI",
"county": "Hillsdale",
"population": 1103,
"tier": "village",
"overall_score": 25,
"median_home_price": null,
"composites": {
"education": 34,
"safety": 10,
"health": 19,
"appreciation": 25
},
"similarity": "0.3040",
"links": {
"self": "/api/v1/towns/2605927580",
"html": "https://valifit.com/town/2605927580"
}
},
{
"census_place_id": "0133976",
"municipality_name": "Heflin",
"state": "AL",
"county": "Calhoun",
"population": 3557,
"tier": "small_town",
"overall_score": 36.7,
"median_home_price": null,
"composites": {
"education": 76,
"safety": 70,
"health": 8,
"appreciation": 99.1
},
"similarity": "0.2887",
"links": {
"self": "/api/v1/towns/0133976",
"html": "https://valifit.com/town/0133976"
}
},
{
"census_place_id": "1935310",
"municipality_name": "Hawkeye",
"state": "IA",
"county": "Fayette",
"population": 429,
"tier": "hamlet",
"overall_score": 40.2,
"median_home_price": null,
"composites": {
"education": 90,
"safety": 46,
"health": 30,
"appreciation": 51.5
},
"similarity": "0.2856",
"links": {
"self": "/api/v1/towns/1935310",
"html": "https://valifit.com/town/1935310"
}
},
{
"census_place_id": "0132656",
"municipality_name": "Haleburg",
"state": "AL",
"county": "Houston",
"population": 117,
"tier": "hamlet",
"overall_score": 11.8,
"median_home_price": null,
"composites": {
"education": 51,
"safety": 18,
"health": 4,
"appreciation": 75.8
},
"similarity": "0.2803",
"links": {
"self": "/api/v1/towns/0132656",
"html": "https://valifit.com/town/0132656"
}
},
{
"census_place_id": "1719525817",
"municipality_name": "Fenton",
"state": "IL",
"county": "Whiteside",
"population": 558,
"tier": "hamlet",
"overall_score": 25.4,
"median_home_price": null,
"composites": {
"education": 48,
"safety": 33,
"health": 14,
"appreciation": 21.2
},
"similarity": "0.2759",
"links": {
"self": "/api/v1/towns/1719525817",
"html": "https://valifit.com/town/1719525817"
}
},
{
"census_place_id": "1935580",
"municipality_name": "Hazleton",
"state": "IA",
"county": "Fayette",
"population": 711,
"tier": "hamlet",
"overall_score": 40.2,
"median_home_price": null,
"composites": {
"education": 71,
"safety": 85,
"health": 18,
"appreciation": 50.2
},
"similarity": "0.2724",
"links": {
"self": "/api/v1/towns/1935580",
"html": "https://valifit.com/town/1935580"
}
},
{
"census_place_id": "2711722130",
"municipality_name": "Fountain Prairie",
"state": "MN",
"county": "Lincoln",
"population": 235,
"tier": "hamlet",
"overall_score": 22.4,
"median_home_price": null,
"composites": {
"education": 55,
"safety": 93,
"health": 8,
"appreciation": 33
},
"similarity": "0.2718",
"links": {
"self": "/api/v1/towns/2711722130",
"html": "https://valifit.com/town/2711722130"
}
},
{
"census_place_id": "4206725440",
"municipality_name": "Fayette",
"state": "PA",
"county": "Mifflin",
"population": 3309,
"tier": "small_town",
"overall_score": 8.1,
"median_home_price": null,
"composites": {
"education": 63,
"safety": 8.7,
"health": 0,
"appreciation": 16.1
},
"similarity": "0.2699",
"links": {
"self": "/api/v1/towns/4206725440",
"html": "https://valifit.com/town/4206725440"
}
},
{
"census_place_id": "1740676",
"municipality_name": "La Fayette",
"state": "IL",
"county": "Henry",
"population": 154,
"tier": "hamlet",
"overall_score": 23,
"median_home_price": null,
"composites": {
"education": 34,
"safety": 34,
"health": 8,
"appreciation": 11
},
"similarity": "0.2671",
"links": {
"self": "/api/v1/towns/1740676",
"html": "https://valifit.com/town/1740676"
}
},
{
"census_place_id": "1705170876",
"municipality_name": "South Hurricane",
"state": "IL",
"county": "Fayette",
"population": 205,
"tier": "hamlet",
"overall_score": 36.7,
"median_home_price": null,
"composites": {
"education": 44,
"safety": 35,
"health": 48,
"appreciation": 21.2
},
"similarity": "0.2663",
"links": {
"self": "/api/v1/towns/1705170876",
"html": "https://valifit.com/town/1705170876"
}
}
]
}